Ido Wachtel, Royi Zidon, Shimon Garti, Computerized Archaeology Laboratory, Hebrew University of Jerusalem Predicting modeling for archeological sites location: comparing logistic regression and Maxent in north Israel and North-East China
2016 EVA/Minerva Jerusalem International Conference on Digitisation of Cultural Heritage
http://2016.minervaisrael.org.il
http://www.digital-heritage.org.il
1. Predicting
modeling
for
archeological
sites
location:
comparing
logistic
regression
and
Maxent
in
north
Israel
and
North-‐East
China
Ido Wachtel, Royi Zidon, Shimon Garti
Hebrew University of Jerusalem, idowachtel@gmail.com
In this study we analyze the distribution of archaeological sites, using a new method of maximal
entropy (Maxent). Given the environmental parameters, the model predicts the probability of sites
existence. Such models are important tool for preservation of archaeological sites as they can help
planners avoid areas where site are likely to exist. The models are also used for research purposes,
as an analytic tool to better explain settlement patterns and past human behavior.
The model produces probabilistic values, which can be introduced graphically as a colored maps
or a binary map. We found that the results of the Maxent are much better than the common
prediction model based on logistic regression.
In the present work, we examine the Maxent models with respect to data collected from two
independent areas: The Upper Galilee, Israel and the Fuxin area in northeast China. The model
based on a high-resolution systematical survey of those regions together with high quality satellite
images.
We also compared Maxent models with Logistic regression models for both study areas (Fuxin in
China and Upper Galilee in Israel). The models apply to the same data sets, and it seems that the
Maxent maps give better results, according to several characteristics which are used in the
literature.
2. DIGITAL ARCHAEOLOGY:
DATA ACQUISITION METHODS AND PRACTICES
Session organizer: Sveta Matskevich (University of Haifa)
Chair: Avshalom Karasik (Israel Antiquities Authority)